Modulome

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        If you use plots from MultiQC in a publication or presentation, please cite:

        MultiQC: Summarize analysis results for multiple tools and samples in a single report
        Philip Ewels, Måns Magnusson, Sverker Lundin and Max Käller
        Bioinformatics (2016)
        doi: 10.1093/bioinformatics/btw354
        PMID: 27312411

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        About MultiQC

        This report was generated using MultiQC, version 1.9.dev0

        You can see a YouTube video describing how to use MultiQC reports here: https://youtu.be/qPbIlO_KWN0

        For more information about MultiQC, including other videos and extensive documentation, please visit http://multiqc.info

        You can report bugs, suggest improvements and find the source code for MultiQC on GitHub: https://github.com/ewels/MultiQC

        MultiQC is published in Bioinformatics:

        MultiQC: Summarize analysis results for multiple tools and samples in a single report
        Philip Ewels, Måns Magnusson, Sverker Lundin and Max Käller
        Bioinformatics (2016)
        doi: 10.1093/bioinformatics/btw354
        PMID: 27312411

        Modulome
        Analysis of public microbial RNA-seq data

        A modular tool to aggregate results from bioinformatics analyses across many samples into a single report.

        Contact E-mail
        avsastry@ucsd.edu
        Application Type
        Microbial RNA-seq Analysis

        Report generated on 2020-09-01, 21:45 based on data in: /home/anand/Documents/github/modulome-nextflow/aws_results


        General Statistics

        Showing 361/361 rows and 9/10 columns.
        Sample Name% AssignedM Assigned% AlignedM Aligned% BP Trimmed% Dups% GCLengthM Seqs
        DRX086743
        0.4%
        0.7
        99.0%
        157.4
        1.5%
        98.2%
        53%
        35 bp
        159.1
        DRX086744
        0.4%
        1.1
        99.0%
        251.6
        1.5%
        98.7%
        53%
        35 bp
        254.3
        DRX086745
        0.3%
        0.8
        99.0%
        232.9
        1.4%
        98.8%
        53%
        36 bp
        235.3
        DRX086746
        0.4%
        1.0
        99.2%
        230.7
        1.4%
        98.8%
        53%
        36 bp
        232.5
        DRX086747
        0.4%
        1.0
        98.9%
        236.4
        1.4%
        98.7%
        53%
        36 bp
        239.0
        DRX086748
        0.4%
        1.0
        98.8%
        247.0
        1.5%
        98.7%
        53%
        35 bp
        250.1
        DRX086749
        0.3%
        0.7
        99.2%
        216.8
        1.4%
        98.9%
        53%
        36 bp
        218.6
        DRX086750
        0.3%
        0.8
        99.2%
        228.5
        1.6%
        98.9%
        53%
        36 bp
        230.3
        DRX086752
        0.5%
        0.9
        99.1%
        180.2
        2.0%
        98.7%
        53%
        36 bp
        181.9
        DRX086753
        0.6%
        1.5
        99.2%
        264.2
        1.6%
        98.6%
        53%
        35 bp
        266.4
        DRX086754
        0.4%
        1.0
        99.1%
        260.0
        1.6%
        98.7%
        53%
        35 bp
        262.4
        DRX086755
        0.4%
        0.7
        99.2%
        168.6
        1.5%
        98.7%
        53%
        36 bp
        170.0
        DRX086756
        0.5%
        1.3
        99.1%
        239.2
        2.2%
        98.7%
        53%
        36 bp
        241.2
        DRX086757
        0.6%
        1.0
        99.2%
        186.6
        1.9%
        98.8%
        53%
        36 bp
        188.1
        DRX086758
        47.3%
        7.2
        87.8%
        13.3
        5.0%
        80.2%
        56%
        96 bp
        15.2
        DRX086759
        46.9%
        8.9
        87.7%
        16.6
        5.5%
        82.0%
        56%
        96 bp
        18.9
        DRX086760
        48.1%
        8.1
        87.8%
        14.8
        4.8%
        82.0%
        56%
        97 bp
        16.9
        DRX086761
        49.6%
        10.0
        88.4%
        17.8
        4.7%
        81.5%
        57%
        97 bp
        20.2
        DRX086762
        37.1%
        5.8
        87.6%
        13.7
        5.8%
        82.8%
        55%
        95 bp
        15.6
        DRX086763
        36.6%
        6.1
        88.8%
        14.8
        6.7%
        83.9%
        55%
        94 bp
        16.7
        DRX086764
        35.5%
        6.4
        87.2%
        15.7
        8.6%
        82.0%
        55%
        93 bp
        18.0
        DRX086765
        37.2%
        6.8
        87.5%
        15.9
        6.9%
        83.1%
        55%
        94 bp
        18.2
        DRX086766
        48.1%
        9.1
        87.9%
        16.6
        4.8%
        82.1%
        56%
        96 bp
        18.9
        DRX086767
        47.6%
        9.3
        87.7%
        17.1
        5.2%
        82.6%
        56%
        96 bp
        19.5
        DRX086768
        45.1%
        7.5
        88.0%
        14.5
        5.6%
        83.8%
        56%
        96 bp
        16.5
        DRX086769
        47.5%
        9.4
        88.2%
        17.4
        5.7%
        82.0%
        56%
        96 bp
        19.8
        DRX086770
        40.2%
        6.3
        87.0%
        13.7
        5.7%
        81.2%
        56%
        96 bp
        15.7
        DRX086771
        42.2%
        6.1
        87.8%
        12.8
        6.0%
        83.6%
        56%
        95 bp
        14.5
        DRX086772
        41.4%
        6.4
        87.3%
        13.5
        6.8%
        83.7%
        56%
        94 bp
        15.5
        DRX086773
        42.1%
        6.9
        88.1%
        14.5
        6.4%
        84.1%
        56%
        95 bp
        16.4
        DRX086774
        43.9%
        6.7
        89.0%
        13.6
        6.2%
        81.8%
        55%
        95 bp
        15.3
        DRX086775
        30.4%
        7.2
        88.2%
        20.7
        11.0%
        83.5%
        53%
        90 bp
        23.5
        DRX086776
        26.0%
        3.8
        88.0%
        12.8
        9.6%
        84.9%
        52%
        92 bp
        14.5
        DRX086777
        40.3%
        7.1
        87.7%
        15.4
        6.9%
        82.8%
        56%
        95 bp
        17.5
        DRX086778
        4.6%
        0.7
        76.2%
        11.6
        6.7%
        91.6%
        54%
        95 bp
        15.2
        DRX086779
        3.3%
        0.5
        72.2%
        11.6
        8.1%
        91.2%
        54%
        94 bp
        16.1
        DRX086780
        3.4%
        0.6
        74.1%
        11.9
        9.5%
        91.1%
        54%
        93 bp
        16.0
        DRX086781
        3.9%
        0.6
        74.7%
        11.0
        9.1%
        91.6%
        55%
        93 bp
        14.7
        ERX1035001
        70.7%
        9.3
        94.6%
        12.5
        3.9%
        57.9%
        59%
        96 bp
        13.2
        ERX1035002
        63.2%
        12.1
        91.7%
        17.5
        3.9%
        64.0%
        59%
        96 bp
        19.1
        ERX1035003
        59.5%
        9.0
        94.0%
        14.2
        3.1%
        69.9%
        58%
        97 bp
        15.1
        ERX1035004
        71.8%
        14.8
        93.0%
        19.1
        3.4%
        62.8%
        59%
        97 bp
        20.6
        ERX1035005
        70.9%
        17.3
        93.8%
        22.9
        3.8%
        65.6%
        59%
        97 bp
        24.4
        ERX1035006
        71.3%
        8.2
        92.2%
        10.6
        4.1%
        51.8%
        59%
        96 bp
        11.4
        ERX1035007
        67.0%
        7.3
        93.5%
        10.2
        5.1%
        56.1%
        59%
        95 bp
        10.9
        ERX1035008
        61.6%
        10.2
        93.7%
        15.5
        17.3%
        70.4%
        58%
        95 bp
        16.5
        ERX1035009
        68.2%
        10.4
        93.3%
        14.3
        4.5%
        60.1%
        59%
        96 bp
        15.3
        ERX1035010
        70.6%
        9.6
        92.5%
        12.6
        5.3%
        55.2%
        59%
        95 bp
        13.7
        ERX1035011
        65.3%
        13.7
        92.5%
        19.5
        4.1%
        63.9%
        59%
        96 bp
        21.0
        SRX1021988
        5.8%
        0.6
        7.6%
        0.8
        5.1%
        65.5%
        61%
        96 bp
        10.8
        SRX1022011
        1.9%
        0.2
        10.1%
        1.1
        4.1%
        87.2%
        56%
        97 bp
        10.6
        SRX1022014
        5.3%
        0.6
        6.7%
        0.8
        3.4%
        65.9%
        62%
        96 bp
        11.6
        SRX1022018
        3.1%
        0.3
        11.5%
        1.3
        3.8%
        84.5%
        58%
        96 bp
        11.2
        SRX1136775
        16.1%
        4.0
        91.9%
        23.1
        3.5%
        85.0%
        54%
        72 bp
        25.1
        SRX1136776
        64.3%
        12.3
        85.8%
        16.4
        5.6%
        60.7%
        59%
        70 bp
        19.1
        SRX2012748
        6.9%
        1.1
        28.4%
        4.7
        9.1%
        91.0%
        54%
        91 bp
        16.4
        SRX2012749
        25.7%
        3.3
        97.7%
        12.6
        14.4%
        87.6%
        55%
        85 bp
        12.9
        SRX2012750
        35.2%
        5.3
        98.1%
        14.7
        16.1%
        84.9%
        56%
        84 bp
        15.0
        SRX2012751
        18.5%
        2.2
        90.0%
        10.6
        18.4%
        80.6%
        54%
        81 bp
        11.8
        SRX2012752
        34.9%
        3.8
        98.2%
        10.8
        18.3%
        81.8%
        56%
        82 bp
        11.0
        SRX2012753
        20.3%
        3.3
        88.7%
        14.3
        22.5%
        79.0%
        53%
        77 bp
        16.1
        SRX2012754
        35.1%
        4.2
        95.0%
        11.4
        17.1%
        82.0%
        56%
        83 bp
        12.0
        SRX2012755
        21.0%
        2.6
        87.8%
        10.7
        18.3%
        80.0%
        54%
        82 bp
        12.2
        SRX2012756
        42.9%
        4.1
        96.6%
        9.3
        21.0%
        80.2%
        56%
        81 bp
        9.6
        SRX2012757
        25.3%
        2.5
        97.6%
        9.7
        21.5%
        84.0%
        56%
        79 bp
        9.9
        SRX2012758
        18.5%
        0.7
        73.3%
        2.6
        59.8%
        83.2%
        50%
        72 bp
        3.6
        SRX2012759
        30.8%
        3.7
        98.9%
        11.8
        21.9%
        85.5%
        54%
        78 bp
        12.0
        SRX2012760
        21.2%
        1.5
        93.7%
        6.8
        30.0%
        80.9%
        53%
        71 bp
        7.3
        SRX2012761
        28.8%
        2.6
        99.0%
        9.0
        22.6%
        84.5%
        54%
        77 bp
        9.1
        SRX2012762
        10.9%
        0.7
        62.0%
        4.0
        22.0%
        85.3%
        51%
        78 bp
        6.4
        SRX2012763
        18.4%
        1.9
        91.1%
        9.5
        18.4%
        79.7%
        53%
        81 bp
        10.4
        SRX2012764
        26.6%
        2.5
        98.3%
        9.3
        20.3%
        83.3%
        56%
        80 bp
        9.4
        SRX2012765
        16.2%
        1.3
        72.0%
        5.6
        23.2%
        64.9%
        46%
        77 bp
        7.8
        SRX2012766
        15.6%
        3.4
        77.5%
        16.7
        16.7%
        88.3%
        55%
        83 bp
        21.6
        SRX2012767
        11.1%
        0.9
        61.7%
        5.3
        17.4%
        82.0%
        52%
        83 bp
        8.5
        SRX2012768
        16.7%
        2.7
        86.7%
        13.9
        14.7%
        86.8%
        55%
        85 bp
        16.1
        SRX2020714
        0.9%
        0.1
        36.7%
        3.5
        1.6%
        87.2%
        52%
        66 bp
        9.7
        SRX2020715
        0.9%
        0.1
        36.1%
        4.1
        1.9%
        84.9%
        52%
        59 bp
        11.5
        SRX2020716
        1.3%
        0.2
        41.6%
        4.7
        12.2%
        84.8%
        53%
        63 bp
        11.4
        SRX2020717
        0.9%
        0.1
        48.4%
        5.0
        13.4%
        84.3%
        52%
        53 bp
        10.2
        SRX2020718
        0.9%
        0.1
        42.1%
        3.7
        1.9%
        82.6%
        52%
        56 bp
        8.9
        SRX2020719
        0.7%
        0.1
        35.7%
        3.2
        13.9%
        82.0%
        52%
        51 bp
        9.0
        SRX2020720
        0.6%
        0.1
        41.3%
        3.8
        10.6%
        87.8%
        52%
        62 bp
        9.2
        SRX2020721
        1.0%
        0.1
        50.3%
        3.6
        2.4%
        87.0%
        53%
        60 bp
        7.1
        SRX2020722
        1.1%
        0.1
        35.6%
        3.6
        2.5%
        80.0%
        52%
        56 bp
        10.2
        SRX2020723
        1.2%
        0.1
        51.2%
        4.1
        2.8%
        84.6%
        52%
        56 bp
        8.0
        SRX2020724
        1.8%
        0.2
        47.0%
        4.4
        2.2%
        83.4%
        53%
        60 bp
        9.4
        SRX2020725
        1.3%
        0.1
        38.2%
        4.2
        12.1%
        84.0%
        53%
        62 bp
        11.0
        SRX2020726
        1.5%
        0.1
        45.8%
        4.5
        12.1%
        86.4%
        52%
        59 bp
        9.8
        SRX2020727
        1.1%
        0.1
        40.7%
        4.4
        12.1%
        86.7%
        53%
        57 bp
        10.8
        SRX2020728
        1.1%
        0.1
        42.8%
        4.9
        3.7%
        84.8%
        53%
        61 bp
        11.5
        SRX2020729
        1.4%
        0.1
        45.0%
        4.2
        11.1%
        88.7%
        52%
        66 bp
        9.4
        SRX2020730
        1.2%
        0.2
        34.0%
        4.6
        3.8%
        83.9%
        53%
        60 bp
        13.5
        SRX2020731
        2.1%
        0.2
        48.0%
        4.3
        3.2%
        81.7%
        53%
        63 bp
        8.9
        SRX2021818
        14.9%
        1.5
        97.9%
        9.8
        10.3%
        86.8%
        53%
        70 bp
        10.0
        SRX2021819
        13.7%
        0.8
        98.1%
        5.8
        12.1%
        85.5%
        53%
        69 bp
        5.9
        SRX2021820
        21.4%
        1.8
        98.3%
        8.3
        9.7%
        85.3%
        53%
        70 bp
        8.5
        SRX2021821
        18.7%
        1.3
        98.3%
        6.7
        9.9%
        84.6%
        53%
        70 bp
        6.8
        SRX2021822
        20.0%
        1.0
        97.3%
        4.9
        11.2%
        79.8%
        53%
        70 bp
        5.0
        SRX2021823
        15.4%
        0.6
        97.0%
        3.5
        14.2%
        79.6%
        53%
        68 bp
        3.6
        SRX2021824
        40.1%
        5.8
        96.4%
        14.0
        5.3%
        89.7%
        51%
        72 bp
        14.5
        SRX2021825
        40.6%
        3.9
        96.5%
        9.3
        4.8%
        89.1%
        51%
        72 bp
        9.7
        SRX2021826
        22.1%
        2.5
        96.2%
        10.7
        6.5%
        92.6%
        46%
        71 bp
        11.1
        SRX2021827
        20.7%
        1.4
        96.0%
        6.3
        6.7%
        91.1%
        46%
        71 bp
        6.5
        SRX2021828
        22.0%
        2.5
        95.6%
        11.0
        10.3%
        89.1%
        48%
        68 bp
        11.5
        SRX2021829
        21.1%
        1.8
        96.1%
        8.2
        7.8%
        88.9%
        48%
        70 bp
        8.5
        SRX2080288
        2.6%
        0.1
        99.6%
        5.0
        5.5%
        94.4%
        52%
        94 bp
        5.0
        SRX2080289
        2.3%
        0.2
        99.6%
        7.3
        3.0%
        96.1%
        51%
        97 bp
        7.4
        SRX2080290
        1.3%
        0.1
        99.2%
        9.1
        3.6%
        96.1%
        53%
        96 bp
        9.2
        SRX2080291
        1.9%
        0.1
        99.0%
        6.5
        4.3%
        95.0%
        53%
        96 bp
        6.6
        SRX2080292
        2.2%
        0.1
        98.8%
        4.8
        4.8%
        94.1%
        53%
        95 bp
        4.8
        SRX2080293
        2.2%
        0.1
        98.4%
        6.2
        5.6%
        94.6%
        53%
        94 bp
        6.3
        SRX2080294
        6.9%
        0.3
        96.3%
        3.5
        5.5%
        90.8%
        53%
        94 bp
        3.7
        SRX2080295
        7.0%
        0.7
        96.5%
        9.4
        5.7%
        92.5%
        53%
        94 bp
        9.7
        SRX2080296
        11.9%
        0.4
        91.9%
        3.4
        6.9%
        85.2%
        54%
        93 bp
        3.7
        SRX2080297
        14.1%
        0.9
        90.6%
        5.9
        6.3%
        86.0%
        54%
        93 bp
        6.5
        SRX2080298
        14.8%
        1.0
        90.2%
        6.0
        5.5%
        86.0%
        54%
        94 bp
        6.7
        SRX2080299
        12.6%
        0.5
        92.0%
        3.3
        6.2%
        85.5%
        54%
        94 bp
        3.6
        SRX2585812
        10.7%
        0.5
        94.3%
        4.2
        3.3%
        88.8%
        53%
        97 bp
        4.4
        SRX2585813
        10.4%
        0.9
        93.3%
        7.8
        5.3%
        89.6%
        53%
        94 bp
        8.3
        SRX2585816
        3.5%
        0.6
        42.0%
        7.1
        3.6%
        87.9%
        53%
        96 bp
        16.8
        SRX2585817
        3.9%
        0.3
        47.4%
        3.9
        4.3%
        84.8%
        52%
        95 bp
        8.2
        SRX272832
        79.4%
        5.5
        97.6%
        6.7
        3.1%
        67.5%
        59%
        87 bp
        6.9
        SRX272833
        73.5%
        5.1
        97.5%
        6.7
        2.9%
        67.7%
        59%
        87 bp
        6.9
        SRX272834
        73.6%
        4.8
        97.9%
        6.3
        2.3%
        69.0%
        59%
        88 bp
        6.5
        SRX272835
        76.2%
        5.1
        98.6%
        6.6
        3.7%
        69.6%
        58%
        86 bp
        6.7
        SRX3166179
        81.9%
        5.4
        92.5%
        6.1
        3.4%
        63.9%
        59%
        87 bp
        6.6
        SRX3166181
        80.6%
        3.8
        93.1%
        4.4
        3.4%
        60.7%
        59%
        87 bp
        4.7
        SRX3166182
        83.5%
        10.2
        95.7%
        11.7
        0.4%
        76.9%
        60%
        99 bp
        12.2
        SRX3721462
        76.7%
        1.3
        97.1%
        1.6
        0.7%
        53.3%
        59%
        141 bp
        1.7
        SRX3721463
        80.5%
        2.0
        96.5%
        2.3
        0.7%
        58.0%
        59%
        141 bp
        2.4
        SRX3721464
        74.9%
        1.8
        97.2%
        2.3
        0.9%
        52.5%
        59%
        141 bp
        2.4
        SRX3721465
        80.0%
        2.0
        96.6%
        2.4
        0.9%
        57.5%
        59%
        141 bp
        2.5
        SRX3823276
        19.0%
        2.6
        28.6%
        3.9
        1.9%
        75.1%
        54%
        99 bp
        13.8
        SRX3823277
        0.7%
        0.1
        29.1%
        4.1
        1.9%
        93.4%
        53%
        99 bp
        14.1
        SRX3823278
        20.5%
        2.5
        28.2%
        3.4
        2.0%
        72.5%
        54%
        99 bp
        12.2
        SRX3823279
        0.5%
        0.1
        39.0%
        5.2
        1.8%
        93.5%
        53%
        99 bp
        13.3
        SRX3823280
        29.2%
        3.7
        41.2%
        5.2
        1.9%
        71.1%
        55%
        99 bp
        12.6
        SRX3823281
        23.0%
        3.1
        30.9%
        4.2
        2.0%
        72.7%
        54%
        99 bp
        13.7
        SRX3823282
        0.8%
        0.1
        36.8%
        5.1
        1.6%
        93.3%
        53%
        99 bp
        13.9
        SRX3823283
        21.3%
        2.8
        31.3%
        4.1
        1.8%
        71.9%
        54%
        99 bp
        13.1
        SRX3823284
        18.8%
        2.7
        28.2%
        4.0
        1.9%
        73.2%
        54%
        99 bp
        14.3
        SRX3823285
        27.6%
        3.4
        50.0%
        6.1
        1.9%
        73.1%
        54%
        99 bp
        12.2
        SRX3823286
        31.1%
        3.8
        50.2%
        6.2
        2.0%
        73.0%
        55%
        99 bp
        12.3
        SRX3823287
        0.6%
        0.1
        55.1%
        7.4
        1.8%
        93.7%
        52%
        99 bp
        13.4
        SRX3921725
        51.5%
        3.3
        94.6%
        6.0
        0.6%
        82.9%
        56%
        148 bp
        6.4
        SRX3921834
        50.2%
        3.2
        95.1%
        6.0
        0.7%
        84.3%
        56%
        149 bp
        6.3
        SRX3921973
        48.9%
        2.3
        94.9%
        4.5
        0.7%
        82.6%
        56%
        149 bp
        4.7
        SRX3922005
        46.6%
        3.2
        94.2%
        6.5
        0.8%
        85.2%
        56%
        149 bp
        6.9
        SRX3922933
        49.1%
        3.1
        94.5%
        5.9
        0.6%
        85.2%
        56%
        149 bp
        6.3
        SRX3923031
        48.3%
        2.9
        94.7%
        5.8
        0.7%
        83.9%
        56%
        149 bp
        6.1
        SRX393077
        5.8%
        2.7
        96.2%
        45.3
        2.7%
        90.3%
        53%
        55 bp
        47.1
        SRX393123
        6.3%
        2.9
        96.5%
        44.7
        2.8%
        89.9%
        53%
        55 bp
        46.4
        SRX4277494
        66.9%
        4.2
        76.7%
        4.8
        0.4%
        65.5%
        60%
        99 bp
        6.3
        SRX4277496
        72.9%
        5.8
        84.7%
        6.7
        0.4%
        67.5%
        60%
        99 bp
        7.9
        SRX4277497
        74.5%
        5.0
        84.6%
        5.7
        0.4%
        65.0%
        60%
        99 bp
        6.8
        SRX4277498
        72.3%
        4.4
        83.8%
        5.1
        0.4%
        64.2%
        60%
        99 bp
        6.1
        SRX4364709
        42.3%
        2.4
        62.4%
        3.5
        10.5%
        79.4%
        54%
        110 bp
        5.6
        SRX4364710
        49.8%
        2.9
        67.9%
        4.0
        10.3%
        80.9%
        55%
        113 bp
        5.9
        SRX4364711
        49.3%
        2.7
        68.2%
        3.8
        10.4%
        77.1%
        55%
        110 bp
        5.5
        SRX4364712
        57.0%
        3.2
        74.3%
        4.2
        12.1%
        77.2%
        56%
        110 bp
        5.7
        SRX4364713
        56.1%
        3.0
        70.5%
        3.7
        12.8%
        75.5%
        56%
        109 bp
        5.3
        SRX4364714
        57.1%
        3.2
        72.6%
        4.1
        10.2%
        78.9%
        56%
        113 bp
        5.6
        SRX4552613
        3.2%
        1.9
        98.9%
        57.3
        10.1%
        96.5%
        52%
        90 bp
        57.9
        SRX4552614
        3.0%
        1.7
        99.0%
        58.1
        10.7%
        96.5%
        52%
        89 bp
        58.7
        SRX4552615
        3.4%
        2.4
        99.0%
        70.4
        8.0%
        96.9%
        52%
        92 bp
        71.1
        SRX4552616
        3.3%
        1.6
        99.0%
        49.2
        10.1%
        96.4%
        52%
        90 bp
        49.7
        SRX4552617
        3.0%
        1.4
        99.3%
        45.8
        9.8%
        96.6%
        52%
        90 bp
        46.1
        SRX4552618
        2.4%
        1.0
        99.2%
        40.5
        8.4%
        97.0%
        52%
        91 bp
        40.8
        SRX4552619
        3.1%
        2.2
        99.2%
        69.9
        7.4%
        97.4%
        52%
        92 bp
        70.5
        SRX4552620
        3.4%
        0.7
        99.1%
        20.9
        9.0%
        95.2%
        52%
        91 bp
        21.1
        SRX4552621
        2.9%
        0.6
        99.2%
        21.8
        9.0%
        95.5%
        52%
        91 bp
        22.0
        SRX4552622
        5.1%
        1.3
        99.0%
        25.8
        8.4%
        95.2%
        52%
        91 bp
        26.1
        SRX4552623
        4.5%
        2.8
        98.9%
        62.9
        7.5%
        96.8%
        52%
        92 bp
        63.6
        SRX4552624
        2.4%
        1.1
        82.8%
        36.9
        9.8%
        96.6%
        51%
        90 bp
        44.6
        SRX515628
        7.5%
        0.3
        63.1%
        2.8
        8.7%
        80.3%
        54%
        88 bp
        4.5
        SRX515629
        6.6%
        0.2
        67.1%
        2.0
        15.5%
        82.6%
        53%
        90 bp
        2.9
        SRX515630
        8.2%
        0.9
        68.3%
        7.4
        12.5%
        85.4%
        54%
        92 bp
        10.8
        SRX515631
        8.4%
        1.0
        70.9%
        8.2
        6.2%
        86.5%
        53%
        93 bp
        11.6
        SRX515632
        8.2%
        0.5
        66.9%
        4.3
        13.3%
        85.2%
        54%
        87 bp
        6.4
        SRX515633
        8.5%
        0.1
        66.4%
        1.1
        11.7%
        80.0%
        54%
        90 bp
        1.6
        SRX515634
        8.2%
        0.7
        70.8%
        6.0
        7.5%
        84.9%
        54%
        89 bp
        8.5
        SRX515635
        3.2%
        0.0
        25.0%
        0.0
        74.9%
        43.7%
        45%
        94 bp
        0.0
        SRX515636
        7.9%
        1.5
        74.4%
        14.6
        13.3%
        88.8%
        55%
        88 bp
        19.7
        SRX515637
        5.9%
        0.4
        72.5%
        5.0
        14.9%
        86.7%
        54%
        86 bp
        6.9
        SRX515638
        12.2%
        0.4
        72.4%
        2.4
        6.8%
        82.9%
        55%
        92 bp
        3.3
        SRX515639
        9.0%
        0.6
        73.0%
        4.9
        7.4%
        88.0%
        53%
        92 bp
        6.7
        SRX515640
        5.8%
        0.5
        73.8%
        6.8
        12.8%
        89.7%
        53%
        91 bp
        9.2
        SRX515641
        7.2%
        1.1
        73.9%
        11.2
        8.2%
        89.3%
        53%
        88 bp
        15.1
        SRX515642
        7.8%
        0.6
        72.7%
        5.8
        11.0%
        86.2%
        54%
        89 bp
        8.0
        SRX515643
        7.7%
        0.9
        72.8%
        8.2
        8.1%
        89.2%
        53%
        90 bp
        11.3
        SRX515644
        9.4%
        1.0
        73.0%
        7.5
        6.1%
        87.6%
        53%
        90 bp
        10.2
        SRX515645
        9.6%
        0.7
        71.5%
        5.0
        10.9%
        84.7%
        54%
        90 bp
        7.0
        SRX5659869
        21.3%
        0.8
        59.2%
        2.2
        2.1%
        76.6%
        58%
        150 bp
        3.7
        SRX5659870
        8.8%
        0.5
        77.6%
        4.1
        3.7%
        88.6%
        55%
        150 bp
        5.3
        SRX5659871
        14.1%
        0.7
        63.7%
        3.1
        1.8%
        82.2%
        56%
        150 bp
        4.8
        SRX5659872
        2.1%
        0.1
        86.7%
        3.2
        2.1%
        92.5%
        53%
        149 bp
        3.7
        SRX5659873
        13.6%
        0.4
        68.3%
        2.2
        1.7%
        79.9%
        56%
        150 bp
        3.3
        SRX5659874
        10.2%
        0.4
        65.2%
        2.4
        3.2%
        78.2%
        54%
        148 bp
        3.8
        SRX5659875
        2.1%
        0.1
        81.6%
        3.1
        3.0%
        91.4%
        53%
        148 bp
        3.8
        SRX5659876
        7.0%
        0.3
        40.1%
        1.9
        2.5%
        87.3%
        53%
        149 bp
        4.7
        SRX5659877
        8.9%
        0.4
        76.6%
        3.4
        1.4%
        85.4%
        54%
        150 bp
        4.4
        SRX5659878
        8.4%
        0.3
        74.4%
        2.9
        2.3%
        86.0%
        55%
        150 bp
        4.0
        SRX5659879
        21.3%
        1.0
        60.0%
        2.9
        1.4%
        78.7%
        58%
        150 bp
        4.8
        SRX5659880
        5.6%
        0.2
        82.4%
        3.4
        1.5%
        88.5%
        53%
        149 bp
        4.2
        SRX5659919
        16.4%
        0.6
        92.7%
        3.6
        1.3%
        87.8%
        53%
        150 bp
        3.8
        SRX5659920
        29.4%
        1.3
        90.8%
        4.1
        2.6%
        82.9%
        55%
        149 bp
        4.6
        SRX5659921
        20.9%
        0.7
        90.5%
        3.2
        1.7%
        86.5%
        55%
        150 bp
        3.5
        SRX5659922
        8.6%
        0.4
        88.7%
        4.3
        2.4%
        92.7%
        53%
        150 bp
        4.9
        SRX5659923
        11.5%
        0.5
        91.4%
        3.9
        1.7%
        89.9%
        53%
        149 bp
        4.3
        SRX5659924
        23.6%
        0.9
        92.0%
        3.6
        1.6%
        84.8%
        55%
        150 bp
        3.9
        SRX5659925
        17.0%
        0.9
        87.6%
        4.8
        2.1%
        85.6%
        53%
        149 bp
        5.5
        SRX5659926
        6.2%
        0.2
        85.5%
        3.1
        2.6%
        89.1%
        52%
        148 bp
        3.6
        SRX5659927
        22.1%
        1.5
        89.9%
        5.9
        1.8%
        86.9%
        55%
        150 bp
        6.6
        SRX5659928
        11.3%
        0.4
        89.0%
        3.5
        2.0%
        88.4%
        53%
        149 bp
        3.9
        SRX5659929
        15.2%
        0.5
        90.4%
        3.2
        1.8%
        86.9%
        53%
        149 bp
        3.5
        SRX5659930
        18.2%
        0.6
        91.3%
        3.2
        1.3%
        86.4%
        53%
        149 bp
        3.5
        SRX5659970
        13.3%
        0.5
        89.0%
        3.2
        1.9%
        87.8%
        54%
        150 bp
        3.6
        SRX5659971
        32.6%
        1.5
        90.1%
        4.2
        1.2%
        81.7%
        55%
        150 bp
        4.7
        SRX5659972
        27.8%
        1.4
        89.6%
        4.4
        1.3%
        84.3%
        56%
        150 bp
        4.9
        SRX5659973
        39.0%
        1.6
        87.9%
        3.6
        1.7%
        78.0%
        57%
        150 bp
        4.1
        SRX5659974
        17.9%
        0.6
        91.1%
        3.0
        1.7%
        86.5%
        54%
        149 bp
        3.3
        SRX5659975
        24.7%
        2.0
        91.4%
        7.4
        1.2%
        86.9%
        54%
        150 bp
        8.1
        SRX5659976
        45.9%
        2.1
        87.2%
        4.0
        1.0%
        78.1%
        57%
        150 bp
        4.6
        SRX5659977
        9.2%
        0.4
        88.9%
        3.9
        2.5%
        90.3%
        53%
        148 bp
        4.4
        SRX5659978
        12.3%
        0.5
        88.6%
        3.9
        2.0%
        88.0%
        53%
        149 bp
        4.4
        SRX5659979
        18.8%
        0.7
        91.0%
        3.4
        1.4%
        86.0%
        54%
        150 bp
        3.8
        SRX5659980
        11.5%
        0.5
        91.2%
        3.8
        1.5%
        90.1%
        54%
        150 bp
        4.2
        SRX5659981
        42.1%
        1.6
        82.7%
        3.1
        2.6%
        75.7%
        58%
        150 bp
        3.7
        SRX5704140
        51.0%
        6.6
        77.1%
        10.0
        4.4%
        83.1%
        55%
        146 bp
        13.0
        SRX5704141
        45.6%
        6.9
        76.3%
        11.5
        4.0%
        81.9%
        54%
        144 bp
        15.1
        SRX5704142
        47.2%
        7.0
        78.4%
        11.6
        4.3%
        81.9%
        54%
        145 bp
        14.8
        SRX5704143
        49.7%
        7.3
        77.0%
        11.3
        3.8%
        82.4%
        55%
        145 bp
        14.7
        SRX5704144
        48.2%
        5.0
        77.6%
        8.0
        3.7%
        81.1%
        55%
        145 bp
        10.3
        SRX5704145
        47.9%
        7.0
        77.0%
        11.2
        4.8%
        83.0%
        55%
        145 bp
        14.5
        SRX5704146
        45.8%
        5.9
        78.2%
        10.0
        3.5%
        83.7%
        55%
        146 bp
        12.8
        SRX5704147
        42.3%
        3.9
        64.5%
        6.0
        6.6%
        73.7%
        55%
        139 bp
        9.2
        SRX5704148
        46.5%
        7.5
        76.8%
        12.3
        4.8%
        82.9%
        55%
        144 bp
        16.0
        SRX5704149
        46.6%
        6.0
        71.8%
        9.3
        5.3%
        83.3%
        55%
        143 bp
        12.9
        SRX5704150
        44.7%
        5.0
        76.2%
        8.6
        4.2%
        83.6%
        55%
        145 bp
        11.2
        SRX5704151
        44.9%
        6.1
        76.5%
        10.3
        5.0%
        83.3%
        55%
        144 bp
        13.5
        SRX5704152
        46.0%
        9.5
        75.9%
        15.8
        5.4%
        84.8%
        56%
        144 bp
        20.7
        SRX5704153
        49.7%
        7.1
        77.3%
        11.0
        5.0%
        80.6%
        55%
        144 bp
        14.3
        SRX5704154
        54.0%
        7.2
        79.9%
        10.7
        3.6%
        79.7%
        55%
        145 bp
        13.4
        SRX5704155
        36.2%
        9.2
        55.5%
        14.1
        11.0%
        87.0%
        55%
        135 bp
        25.4
        SRX5704156
        48.8%
        7.3
        75.7%
        11.4
        5.2%
        84.9%
        56%
        144 bp
        15.0
        SRX5704157
        51.2%
        7.2
        75.3%
        10.7
        5.2%
        83.1%
        55%
        145 bp
        14.2
        SRX5704158
        52.5%
        7.9
        77.9%
        11.8
        3.9%
        82.6%
        56%
        145 bp
        15.1
        SRX5704159
        49.9%
        6.7
        75.7%
        10.2
        4.2%
        82.0%
        56%
        145 bp
        13.5
        SRX5704160
        48.7%
        7.7
        76.7%
        12.1
        4.1%
        83.6%
        56%
        145 bp
        15.8
        SRX5704161
        49.3%
        6.7
        76.3%
        10.3
        4.4%
        81.3%
        55%
        144 bp
        13.5
        SRX5704162
        50.6%
        7.1
        75.8%
        10.6
        5.3%
        81.5%
        55%
        143 bp
        14.0
        SRX5704163
        47.4%
        6.1
        76.5%
        9.8
        4.2%
        84.6%
        56%
        145 bp
        12.8
        SRX5704164
        50.1%
        6.9
        74.8%
        10.4
        5.1%
        81.9%
        54%
        144 bp
        13.9
        SRX5704165
        46.2%
        6.5
        74.8%
        10.5
        4.4%
        84.1%
        55%
        144 bp
        14.0
        SRX5704166
        52.0%
        7.2
        76.0%
        10.5
        4.0%
        84.4%
        55%
        145 bp
        13.8
        SRX5704167
        49.5%
        6.8
        75.1%
        10.4
        4.9%
        82.9%
        55%
        144 bp
        13.8
        SRX5704168
        44.9%
        6.2
        77.4%
        10.7
        4.2%
        85.6%
        55%
        146 bp
        13.8
        SRX5704169
        45.3%
        6.3
        74.6%
        10.3
        4.3%
        82.3%
        54%
        144 bp
        13.8
        SRX5704170
        43.2%
        5.9
        74.2%
        10.1
        4.5%
        84.1%
        55%
        144 bp
        13.6
        SRX5704171
        44.9%
        6.3
        74.8%
        10.5
        4.1%
        84.3%
        55%
        145 bp
        14.0
        SRX5704172
        49.3%
        7.6
        73.0%
        11.2
        5.7%
        84.0%
        55%
        144 bp
        15.4
        SRX5704173
        46.8%
        6.9
        75.5%
        11.2
        5.4%
        80.5%
        55%
        143 bp
        14.8
        SRX5704174
        47.8%
        7.2
        73.5%
        11.2
        5.1%
        81.4%
        55%
        142 bp
        15.2
        SRX5704175
        46.9%
        7.3
        74.7%
        11.7
        5.6%
        85.7%
        55%
        144 bp
        15.6
        SRX5739419
        52.8%
        3.5
        94.5%
        6.2
        0.6%
        83.2%
        56%
        148 bp
        6.6
        SRX5739420
        56.6%
        3.9
        95.1%
        6.6
        0.7%
        83.1%
        56%
        148 bp
        6.9
        SRX5739421
        53.4%
        3.3
        94.8%
        5.9
        0.8%
        82.6%
        56%
        148 bp
        6.2
        SRX5739422
        42.9%
        2.1
        83.4%
        4.1
        0.7%
        83.6%
        56%
        149 bp
        4.9
        SRX5739423
        45.3%
        2.4
        82.7%
        4.4
        0.7%
        82.6%
        56%
        149 bp
        5.3
        SRX5739424
        48.9%
        2.3
        94.9%
        4.5
        0.5%
        81.8%
        55%
        149 bp
        4.7
        SRX5739425
        45.1%
        2.2
        82.1%
        4.0
        0.5%
        82.0%
        56%
        149 bp
        4.9
        SRX5739426
        51.5%
        3.3
        94.6%
        6.0
        0.8%
        83.6%
        56%
        149 bp
        6.4
        SRX5739427
        50.2%
        3.2
        95.1%
        6.0
        0.5%
        83.3%
        55%
        149 bp
        6.3
        SRX6989401
        0.2%
        0.1
        49.5%
        37.5
        0.9%
        93.9%
        53%
        140 bp
        75.7
        SRX6989402
        0.0%
        0.0
        41.4%
        28.3
        0.9%
        96.6%
        52%
        139 bp
        68.3
        SRX6989403
        0.1%
        0.1
        43.2%
        34.5
        0.9%
        93.8%
        53%
        140 bp
        79.9
        SRX7195867
        35.7%
        4.3
        90.4%
        10.8
        0.7%
        86.2%
        54%
        99 bp
        11.9
        SRX7195868
        35.5%
        4.0
        93.2%
        10.5
        0.6%
        86.4%
        54%
        99 bp
        11.2
        SRX7195869
        30.4%
        3.5
        92.2%
        10.6
        1.7%
        86.2%
        55%
        100 bp
        11.5
        SRX7195870
        40.1%
        4.8
        90.8%
        10.9
        1.4%
        81.8%
        56%
        100 bp
        12.0
        SRX7195871
        40.5%
        5.6
        92.1%
        12.7
        0.5%
        84.9%
        56%
        100 bp
        13.8
        SRX7195872
        36.7%
        5.0
        91.2%
        12.4
        0.6%
        86.3%
        56%
        100 bp
        13.7
        SRX7195897
        32.4%
        3.8
        95.0%
        11.1
        0.7%
        85.4%
        55%
        100 bp
        11.6
        SRX7195898
        36.1%
        3.9
        96.0%
        10.3
        0.7%
        85.9%
        56%
        100 bp
        10.7
        SRX7195899
        34.7%
        4.6
        95.1%
        12.7
        1.3%
        87.1%
        56%
        100 bp
        13.4
        SRX7195900
        38.7%
        4.1
        95.5%
        10.2
        0.7%
        85.7%
        54%
        99 bp
        10.7
        SRX7195901
        41.7%
        4.1
        95.1%
        9.3
        1.4%
        84.3%
        56%
        100 bp
        9.8
        SRX7195902
        44.1%
        4.9
        95.4%
        10.6
        1.4%
        84.5%
        55%
        99 bp
        11.2
        SRX7584765
        67.0%
        4.3
        82.2%
        5.2
        3.3%
        55.6%
        60%
        97 bp
        6.3
        SRX7584766
        55.2%
        3.7
        82.4%
        5.5
        2.5%
        63.4%
        59%
        97 bp
        6.6
        SRX7584767
        45.9%
        2.9
        75.1%
        4.7
        2.6%
        68.2%
        56%
        98 bp
        6.3
        SRX7584768
        64.2%
        4.4
        81.3%
        5.6
        6.8%
        61.4%
        60%
        97 bp
        6.8
        SRX7584769
        65.7%
        3.9
        80.7%
        4.9
        3.8%
        57.3%
        60%
        97 bp
        6.0
        SRX7584770
        69.2%
        4.4
        79.8%
        5.1
        2.9%
        57.3%
        60%
        97 bp
        6.3
        SRX7584771
        62.4%
        4.0
        78.5%
        5.0
        2.8%
        56.9%
        59%
        97 bp
        6.4
        SRX7584772
        78.3%
        4.2
        87.2%
        4.6
        1.3%
        41.5%
        61%
        99 bp
        5.3
        SRX7584773
        73.9%
        4.2
        85.4%
        4.9
        1.1%
        46.1%
        60%
        99 bp
        5.7
        SRX7584774
        73.4%
        5.3
        86.0%
        6.2
        1.1%
        52.5%
        61%
        99 bp
        7.2
        SRX7584775
        74.0%
        4.8
        85.8%
        5.5
        1.4%
        47.7%
        60%
        99 bp
        6.4
        SRX7584776
        73.6%
        5.0
        85.8%
        5.8
        1.2%
        50.6%
        61%
        99 bp
        6.8
        SRX7584777
        68.5%
        4.8
        84.2%
        5.8
        5.3%
        58.2%
        59%
        98 bp
        6.9
        SRX7584778
        69.6%
        5.2
        87.8%
        6.6
        1.5%
        56.2%
        60%
        99 bp
        7.5
        SRX7584779
        75.3%
        2.9
        86.5%
        3.3
        1.7%
        41.4%
        61%
        98 bp
        3.8
        SRX7584780
        75.5%
        2.4
        87.1%
        2.8
        1.6%
        39.8%
        60%
        99 bp
        3.2
        SRX7584781
        76.5%
        3.8
        87.1%
        4.4
        1.2%
        45.5%
        60%
        99 bp
        5.0
        SRX7584782
        80.4%
        5.8
        89.9%
        6.5
        1.6%
        47.4%
        61%
        99 bp
        7.3
        SRX7584783
        77.3%
        5.7
        88.5%
        6.5
        1.1%
        50.5%
        61%
        99 bp
        7.4
        SRX7584784
        80.4%
        5.7
        88.4%
        6.2
        1.2%
        45.6%
        62%
        99 bp
        7.1
        SRX7584785
        77.4%
        4.4
        87.0%
        4.9
        1.4%
        42.7%
        61%
        98 bp
        5.7
        SRX7584786
        12.5%
        0.9
        49.6%
        3.4
        1.8%
        72.4%
        56%
        98 bp
        6.9
        SRX7584787
        57.5%
        4.0
        80.3%
        5.6
        3.2%
        60.6%
        59%
        97 bp
        7.0
        SRX7584788
        58.9%
        3.9
        81.4%
        5.4
        3.4%
        64.5%
        60%
        97 bp
        6.7
        SRX7584789
        69.7%
        3.7
        88.5%
        4.7
        2.6%
        57.1%
        59%
        98 bp
        5.3
        SRX7584790
        72.9%
        5.2
        91.2%
        6.5
        1.1%
        62.0%
        60%
        99 bp
        7.1
        SRX7584791
        68.3%
        4.1
        87.7%
        5.3
        1.0%
        59.1%
        59%
        99 bp
        6.0
        SRX7584792
        52.7%
        3.5
        81.9%
        5.5
        2.9%
        66.3%
        59%
        97 bp
        6.7
        SRX7747531
        81.2%
        6.4
        94.4%
        7.5
        0.4%
        67.5%
        60%
        99 bp
        7.9
        SRX7747532
        81.0%
        6.4
        94.2%
        7.5
        0.4%
        64.9%
        60%
        99 bp
        7.9
        SRX7747533
        82.7%
        4.8
        93.5%
        5.4
        0.4%
        62.7%
        61%
        99 bp
        5.8
        SRX7747534
        82.7%
        5.6
        94.1%
        6.4
        0.4%
        65.0%
        60%
        99 bp
        6.8
        SRX7747535
        84.0%
        5.6
        95.5%
        6.4
        0.4%
        64.9%
        60%
        99 bp
        6.7
        SRX7747536
        83.8%
        5.6
        95.2%
        6.4
        0.4%
        61.6%
        60%
        99 bp
        6.7
        SRX801088
        77.4%
        5.2
        96.8%
        6.6
        2.8%
        76.1%
        59%
        88 bp
        6.8
        SRX801089
        74.5%
        5.0
        97.3%
        6.5
        1.9%
        75.6%
        59%
        87 bp
        6.7
        SRX801090
        74.6%
        4.8
        95.0%
        6.1
        1.9%
        74.1%
        59%
        88 bp
        6.4
        SRX801091
        79.6%
        5.1
        97.3%
        6.3
        2.6%
        76.4%
        59%
        88 bp
        6.5
        SRX801092
        77.8%
        5.2
        95.9%
        6.4
        2.1%
        76.7%
        59%
        88 bp
        6.7
        SRX801093
        69.4%
        4.8
        95.1%
        6.6
        2.6%
        77.1%
        59%
        87 bp
        6.9
        SRX8245718
        62.4%
        5.6
        96.8%
        8.7
        0.7%
        77.1%
        56%
        39 bp
        9.0
        SRX8245719
        61.0%
        5.5
        96.8%
        8.7
        0.7%
        77.1%
        58%
        40 bp
        9.0
        SRX8245720
        65.6%
        8.6
        98.5%
        12.9
        1.2%
        84.0%
        56%
        40 bp
        13.1
        SRX8245721
        63.0%
        7.5
        98.9%
        11.8
        1.2%
        83.1%
        56%
        40 bp
        11.9
        SRX8245722
        46.2%
        4.3
        97.3%
        9.1
        0.2%
        80.8%
        57%
        40 bp
        9.3
        SRX8245723
        61.1%
        5.3
        97.6%
        8.4
        0.7%
        77.5%
        56%
        39 bp
        8.7
        SRX8245724
        63.7%
        6.4
        97.3%
        9.8
        0.7%
        78.4%
        58%
        40 bp
        10.0
        SRX8245725
        63.8%
        5.7
        97.2%
        8.7
        0.2%
        77.3%
        57%
        39 bp
        8.9
        SRX8245726
        62.7%
        7.9
        98.3%
        12.4
        0.9%
        84.1%
        57%
        40 bp
        12.6
        SRX8245727
        62.4%
        7.8
        98.2%
        12.3
        1.2%
        82.5%
        57%
        40 bp
        12.5
        SRX8245728
        71.4%
        8.2
        98.4%
        11.4
        0.9%
        84.5%
        56%
        40 bp
        11.5
        SRX8245729
        62.9%
        8.0
        98.4%
        12.6
        0.9%
        84.1%
        57%
        40 bp
        12.8
        SRX8245730
        65.8%
        9.3
        98.4%
        13.9
        1.2%
        82.4%
        57%
        40 bp
        14.2
        SRX8245731
        65.3%
        8.1
        98.3%
        12.1
        0.9%
        83.1%
        56%
        40 bp
        12.4
        SRX8245732
        68.5%
        7.5
        98.6%
        10.8
        0.9%
        82.1%
        56%
        40 bp
        10.9
        SRX8245733
        67.6%
        8.1
        98.5%
        11.8
        0.9%
        80.3%
        58%
        40 bp
        12.0
        SRX844817
        42.0%
        12.6
        57.7%
        17.3
        6.8%
        82.6%
        58%
        93 bp
        30.0
        SRX844818
        41.9%
        12.3
        57.2%
        16.8
        6.6%
        82.5%
        58%
        93 bp
        29.4
        SRX844819
        36.5%
        10.8
        54.7%
        16.1
        4.9%
        80.5%
        58%
        95 bp
        29.5
        SRX844820
        36.4%
        10.2
        55.5%
        15.6
        6.6%
        80.6%
        58%
        95 bp
        28.1
        SRX844821
        37.1%
        11.3
        59.9%
        18.2
        4.8%
        84.5%
        58%
        95 bp
        30.4
        SRX844822
        37.9%
        11.5
        60.2%
        18.2
        6.3%
        84.9%
        57%
        94 bp
        30.3
        SRX844823
        23.3%
        6.7
        55.1%
        15.8
        6.4%
        84.8%
        56%
        94 bp
        28.7
        SRX844824
        29.8%
        8.0
        54.0%
        14.6
        6.4%
        83.7%
        56%
        94 bp
        26.9
        SRX886503
        8.1%
        0.4
        93.9%
        5.2
        9.3%
        89.7%
        53%
        92 bp
        5.6
        SRX886504
        7.2%
        0.3
        95.1%
        4.4
        8.8%
        89.7%
        52%
        92 bp
        4.6
        SRX886505
        6.0%
        0.3
        95.5%
        5.6
        5.1%
        90.3%
        52%
        95 bp
        5.8
        SRX886506
        10.9%
        0.6
        91.3%
        4.8
        8.0%
        84.3%
        54%
        92 bp
        5.2
        SRX886507
        1.5%
        0.1
        98.5%
        4.5
        1.7%
        95.2%
        53%
        98 bp
        4.6
        SRX886508
        1.7%
        0.2
        98.4%
        10.2
        2.0%
        96.1%
        53%
        98 bp
        10.3
        SRX886509
        12.3%
        0.3
        91.8%
        2.5
        9.8%
        84.2%
        54%
        90 bp
        2.7
        SRX886510
        13.4%
        0.3
        90.7%
        1.8
        11.4%
        81.8%
        54%
        90 bp
        2.0

        featureCounts

        Subread featureCounts is a highly efficient general-purpose read summarization program that counts mapped reads for genomic features such as genes, exons, promoter, gene bodies, genomic bins and chromosomal locations.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Bowtie 1

        Bowtie 1 is an ultrafast, memory-efficient short read aligner.

        This plot shows the number of reads aligning to the reference in different ways.

        There are 3 possible types of alignment: * Aligned: Read has only one occurence in the reference genome. * Multimapped: Read has multiple occurence. * Not aligned: Read has no occurence.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        RSeQC

        RSeQC package provides a number of useful modules that can comprehensively evaluate high throughput RNA-seq data.

        Infer experiment

        Infer experiment counts the percentage of reads and read pairs that match the strandedness of overlapping transcripts. It can be used to infer whether RNA-seq library preps are stranded (sense or antisense).

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Cutadapt

        Cutadapt is a tool to find and remove adapter sequences, primers, poly-Atails and other types of unwanted sequence from your high-throughput sequencing reads.

        Filtered Reads

        This plot shows the number of reads (SE) / pairs (PE) removed by Cutadapt.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Trimmed Sequence Lengths

        This plot shows the number of reads with certain lengths of adapter trimmed.

        Obs/Exp shows the raw counts divided by the number expected due to sequencing errors. A defined peak may be related to adapter length.

        See the cutadapt documentation for more information on how these numbers are generated.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        FastQC

        FastQC is a quality control tool for high throughput sequence data, written by Simon Andrews at the Babraham Institute in Cambridge.

        Sequence Counts

        Sequence counts for each sample. Duplicate read counts are an estimate only.

        This plot show the total number of reads, broken down into unique and duplicate if possible (only more recent versions of FastQC give duplicate info).

        You can read more about duplicate calculation in the FastQC documentation. A small part has been copied here for convenience:

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Sequence Quality Histograms

        The mean quality value across each base position in the read.

        To enable multiple samples to be plotted on the same graph, only the mean quality scores are plotted (unlike the box plots seen in FastQC reports).

        Taken from the FastQC help:

        The y-axis on the graph shows the quality scores. The higher the score, the better the base call. The background of the graph divides the y axis into very good quality calls (green), calls of reasonable quality (orange), and calls of poor quality (red). The quality of calls on most platforms will degrade as the run progresses, so it is common to see base calls falling into the orange area towards the end of a read.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Per Sequence Quality Scores

        The number of reads with average quality scores. Shows if a subset of reads has poor quality.

        From the FastQC help:

        The per sequence quality score report allows you to see if a subset of your sequences have universally low quality values. It is often the case that a subset of sequences will have universally poor quality, however these should represent only a small percentage of the total sequences.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Per Base Sequence Content

        The proportion of each base position for which each of the four normal DNA bases has been called.

        To enable multiple samples to be shown in a single plot, the base composition data is shown as a heatmap. The colours represent the balance between the four bases: an even distribution should give an even muddy brown colour. Hover over the plot to see the percentage of the four bases under the cursor.

        To see the data as a line plot, as in the original FastQC graph, click on a sample track.

        From the FastQC help:

        Per Base Sequence Content plots out the proportion of each base position in a file for which each of the four normal DNA bases has been called.

        In a random library you would expect that there would be little to no difference between the different bases of a sequence run, so the lines in this plot should run parallel with each other. The relative amount of each base should reflect the overall amount of these bases in your genome, but in any case they should not be hugely imbalanced from each other.

        It's worth noting that some types of library will always produce biased sequence composition, normally at the start of the read. Libraries produced by priming using random hexamers (including nearly all RNA-Seq libraries) and those which were fragmented using transposases inherit an intrinsic bias in the positions at which reads start. This bias does not concern an absolute sequence, but instead provides enrichement of a number of different K-mers at the 5' end of the reads. Whilst this is a true technical bias, it isn't something which can be corrected by trimming and in most cases doesn't seem to adversely affect the downstream analysis.

        Click a sample row to see a line plot for that dataset.
        Rollover for sample name
        Position: -
        %T: -
        %C: -
        %A: -
        %G: -

        Per Sequence GC Content

        The average GC content of reads. Normal random library typically have a roughly normal distribution of GC content.

        From the FastQC help:

        This module measures the GC content across the whole length of each sequence in a file and compares it to a modelled normal distribution of GC content.

        In a normal random library you would expect to see a roughly normal distribution of GC content where the central peak corresponds to the overall GC content of the underlying genome. Since we don't know the the GC content of the genome the modal GC content is calculated from the observed data and used to build a reference distribution.

        An unusually shaped distribution could indicate a contaminated library or some other kinds of biased subset. A normal distribution which is shifted indicates some systematic bias which is independent of base position. If there is a systematic bias which creates a shifted normal distribution then this won't be flagged as an error by the module since it doesn't know what your genome's GC content should be.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Per Base N Content

        The percentage of base calls at each position for which an N was called.

        From the FastQC help:

        If a sequencer is unable to make a base call with sufficient confidence then it will normally substitute an N rather than a conventional base call. This graph shows the percentage of base calls at each position for which an N was called.

        It's not unusual to see a very low proportion of Ns appearing in a sequence, especially nearer the end of a sequence. However, if this proportion rises above a few percent it suggests that the analysis pipeline was unable to interpret the data well enough to make valid base calls.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Sequence Length Distribution

        The distribution of fragment sizes (read lengths) found. See the FastQC help

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Sequence Duplication Levels

        The relative level of duplication found for every sequence.

        From the FastQC Help:

        In a diverse library most sequences will occur only once in the final set. A low level of duplication may indicate a very high level of coverage of the target sequence, but a high level of duplication is more likely to indicate some kind of enrichment bias (eg PCR over amplification). This graph shows the degree of duplication for every sequence in a library: the relative number of sequences with different degrees of duplication.

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        In a properly diverse library most sequences should fall into the far left of the plot in both the red and blue lines. A general level of enrichment, indicating broad oversequencing in the library will tend to flatten the lines, lowering the low end and generally raising other categories. More specific enrichments of subsets, or the presence of low complexity contaminants will tend to produce spikes towards the right of the plot.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Overrepresented sequences

        The total amount of overrepresented sequences found in each library.

        FastQC calculates and lists overrepresented sequences in FastQ files. It would not be possible to show this for all samples in a MultiQC report, so instead this plot shows the number of sequences categorized as over represented.

        Sometimes, a single sequence may account for a large number of reads in a dataset. To show this, the bars are split into two: the first shows the overrepresented reads that come from the single most common sequence. The second shows the total count from all remaining overrepresented sequences.

        From the FastQC Help:

        A normal high-throughput library will contain a diverse set of sequences, with no individual sequence making up a tiny fraction of the whole. Finding that a single sequence is very overrepresented in the set either means that it is highly biologically significant, or indicates that the library is contaminated, or not as diverse as you expected.

        FastQC lists all of the sequences which make up more than 0.1% of the total. To conserve memory only sequences which appear in the first 100,000 sequences are tracked to the end of the file. It is therefore possible that a sequence which is overrepresented but doesn't appear at the start of the file for some reason could be missed by this module.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Adapter Content

        The cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position.

        Note that only samples with ≥ 0.1% adapter contamination are shown.

        There may be several lines per sample, as one is shown for each adapter detected in the file.

        From the FastQC Help:

        The plot shows a cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position. Once a sequence has been seen in a read it is counted as being present right through to the end of the read so the percentages you see will only increase as the read length goes on.

        No samples found with any adapter contamination > 0.1%

        Status Checks

        Status for each FastQC section showing whether results seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        FastQC assigns a status for each section of the report. These give a quick evaluation of whether the results of the analysis seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        It is important to stress that although the analysis results appear to give a pass/fail result, these evaluations must be taken in the context of what you expect from your library. A 'normal' sample as far as FastQC is concerned is random and diverse. Some experiments may be expected to produce libraries which are biased in particular ways. You should treat the summary evaluations therefore as pointers to where you should concentrate your attention and understand why your library may not look random and diverse.

        Specific guidance on how to interpret the output of each module can be found in the relevant report section, or in the FastQC help.

        In this heatmap, we summarise all of these into a single heatmap for a quick overview. Note that not all FastQC sections have plots in MultiQC reports, but all status checks are shown in this heatmap.

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